Concept · first placed on the public record 2026-01-02
Collective Human-Machine Intelligence (COHUMAIN)
A framework, synthesised in the book, positioning AI as partner rather than replacement, drawing on Carnegie Mellon findings that partnership and facilitation roles produce better outcomes than replacement or management roles.
COHUMAIN, Collective Human-Machine Intelligence, is a framework that synthesises the alignment argument into an operational picture of human-AI collaboration. AI is positioned as partner rather than replacement. The framework draws on empirical findings, notably from Carnegie Mellon, that partnership and facilitation roles produce measurably better outcomes than replacement or management roles across a range of task types.
What the framework specifies. At the design level, it prefers architectures in which AI systems augment human judgement rather than substitute for it. At the interface level, it prefers modes of interaction that surface AI reasoning to the human partner rather than hiding it. At the accountability level, it prefers arrangements in which responsibility remains coherently locatable in a human even when the analytical work has been done by the machine.
Why the framework matters. Deployment decisions in the current AI economy are dominated by a replace-or-not framing. The COHUMAIN framework argues that framing is the wrong two-option menu. The right question is not replace or not; it is which of several partnership modes fits the task. The book claims that this framing produces better outcomes not only on the moral axis but on the productivity axis, and cites the Carnegie Mellon findings as evidence for the second claim.
How it fits with the alignment argument. Alignment is a two-sided problem: what is being built, and what it is being built to work with. COHUMAIN is the second side. If AI systems are designed under the Eden Protocol at substrate level and are designed for partnership at operational level, the design space is coherent from architecture through interface. Either without the other leaves the picture incomplete.
What it is not. It is not a claim that partnership is always the right mode. There are tasks where replacement is the correct design choice. The framework claims that these tasks are a smaller subset than current deployment practice assumes, and that a great many replacement decisions are made for institutional reasons rather than task reasons.
Related: The Infinite Covenant; Eden Protocol; The Three Ethical Loops; Verification Challenge; The Parenting Metaphor.
Evidence anchors. First placed on the public record 2 January 2026 in Infinite Architects (ISBN 978-1806056200).
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Sources and evidence
- Primary source: https://www.michaeldariuseastwood.com/priority-claims
- Priority and Claims Ledger: /priority-claims
- Start here: /start-here.html
- Machine-readable dataset: /research/data/concepts-pages.json
- How to cite the whole programme: /how-to-cite/
Priority is established by the date of publication, not by credential or affiliation. This concept was first placed on the public record on 2026-01-02 (2026). Priority applies to the specific named framing under this label; where adjacent ideas have established prior art, no invention claim is made over it. See the corresponding entry in the Priority and Claims Ledger for the anchored first-publication line and any concept-specific risk notes.
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